Elsevier S & T

Smart Inspection Systems: Techniques and Applications of Intelligent Vision

Pham, Duc T.; Alcock, R J

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Table of contents
  • Cover
  • Contentsix
  • Chapter 1. Automated Visual Inspection and Artificial Intelligence1
  • 1.1 Automated Visual Inspection2
  • 1.2 Applications of AVI7
  • 1.3 Artificial Intelligence11
  • 1.4 Artificial Intelligence in AVI25
  • 1.5 Summary26
  • References27
  • Problems33
  • Chapter 2. Image Acquisition and Enhancement35
  • 2.1 Image Acquisition35
  • 2.2 Image Enhancement51
  • 2.3 Discussion63
  • 2.4 Summary63
  • References64
  • Problems67
  • Chapter 3. Segmentation69
  • 3.1 Edge Detection70
  • 3.2 Thresholding75
  • 3.3 Region Growing79
  • 3.4 Split-and-merge81
  • 3.5 Window-based Subdivision82
  • 3.6 Template Matching84
  • 3.7 Horizontal and Vertical Profiling85
  • 3.8 AI-based Segmentation85
  • 3.9 Post-Processing of Segmented Images87
  • 3.10 Discussion88
  • 3.11 Summary89
  • References89
  • Problems92
  • Chapter 4. Feature Extraction and Selection95
  • 4.1 Window Features99
  • 4.2 Object Features107
  • 4.3 Features from Colour Images110
  • 4.4 Feature Selection111
  • 4.5 Discussion121
  • 4.6 Summary122
  • References122
  • Problems125
  • Chapter 5. Classification129
  • 5.1 Bayes' Theorem Classifiers131
  • 5.2 Rule-Based Classification134
  • 5.3 MLP Neural Network Classification138
  • 5.4 Synergistic Classification142
  • 5.5 Discussion149
  • 5.6 Summary150
  • References151
  • Problems153
  • Chapter 6. Smart Vision Applications157
  • 6.1 Inspection of Car Engine Seals157
  • 6.2 Inspection of Wood Boards165
  • 6.3 Texture Classification180
  • 6.4 Summary186
  • References186
  • Problems190
  • Chapter 7. Industrial Inspection Systems193
  • 7.1 Image Processing Functions of Inspection Systems193
  • 7.2 State-of-the-Art Vision Systems194
  • 7.3 Future of Industrial Inspection Systems204
  • 7.4 Summary206
  • References206
  • Problems208
  • Appendix209
  • Author Index213
  • Index219
Book details
  • Vendor Elsevier S & T
  • SKU 9780125541572
  • ISBN-13 9780080541273
  • Author Pham, Duc T.; Alcock, R J
  • Category Technology & Engineering
  • Subject Quality Control

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Smart Inspection Systems - Techniques and Applications of Intelligent Vision will enable engineers to understand the various stages of automated visual inspection (AVI) and how artificial intelligence can be incorporated into each stage to create "smart" inspection systems. The book contains many examples that illustrate and explain the application of conventional and artificial intelligence techniques in AVI. The text covers the whole AVI process, from illumination, image enhancement, segmentation and feature extraction, through to classification, and includes case studies of implemented AVI systems as well as reviews of commercially available inspection systems. Each chapter concludes with exercises.

This book will be of interest to users and developers of commercial industrial inspection systems as well as researchers in the fields of machine vision, artificial intelligence and advanced manufacturing engineering.

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